# A comprehensive survey on intrusion detection systems with advances in machine learning, deep learning and emerging cybersecurity challenges

> Research article (Discover Artificial Intelligence, 2025) · cited 25× · AI/ML

**Wikidata**: [openalex:W4415918357](https://www.wikidata.org/wiki/openalex:W4415918357)  
**Source**: https://4ort.xyz/entity/a-comprehensive-survey-on-intrusion-detection-systems-with-advances-in-machine-learning-deep-learning-and-emerging-cyber